{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "527ccbeb-42e3-4560-b4bd-a06713c7a880",
   "metadata": {},
   "source": [
    "Chapter 16\n",
    "# 桥、局部桥\n",
    "Book_6《数据有道》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "19220dfe-6ff3-402e-9c7e-1d53e8bf1dc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c124b6cc-33d2-45a6-8b86-e4eff9bc1b8e",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# G = nx.balanced_tree(3, 5)\n",
    "G = nx.karate_club_graph()\n",
    "# 创建随机图\n",
    "pos = nx.spring_layout(G, seed = 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "feb2725a-dcd0-4f1f-90e9-f970735eb393",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (6,6))\n",
    "\n",
    "nx.draw_networkx(G, pos, \n",
    "                 node_size = 18,\n",
    "                 with_labels = False)\n",
    "plt.savefig('全图.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ff6ce998-dc63-4022-ba13-cebd9685ba0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.has_bridges(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3fb395cf-9c28-40c5-8452-8e9b823a819c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "363"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#%%\n",
    "bridges = list(nx.bridges(G))\n",
    "len(bridges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b0a5b851-c112-4eac-8a35-53783bc4c590",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (6,6))\n",
    "\n",
    "nx.draw_networkx(G, pos,\n",
    "                 with_labels = False)\n",
    "\n",
    "nx.draw_networkx_nodes(G,\n",
    "                       pos=pos, \n",
    "                       nodelist = set(sum(bridges, ())),\n",
    "                       node_color = 'r')\n",
    "\n",
    "nx.draw_networkx_edges(\n",
    "    G, pos, edgelist=bridges, width=1, edge_color=\"r\"\n",
    ")  # red color for bridges\n",
    "\n",
    "# plt.axis(\"off\")\n",
    "plt.savefig('桥.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "654d0465-6152-4b23-b3ff-19869ba31358",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "363"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#%% 局部桥\n",
    "\n",
    "\n",
    "local_bridges = list(nx.local_bridges(G, with_span=False))\n",
    "len(local_bridges)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ab255b01-b59b-4f46-b967-692ea7f5d738",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (6,6))\n",
    "\n",
    "nx.draw_networkx(G, pos,\n",
    "                 with_labels = False)\n",
    "\n",
    "nx.draw_networkx_nodes(G,\n",
    "                       pos=pos, \n",
    "                       nodelist = set(sum(local_bridges, ())),\n",
    "                       node_color = 'pink')\n",
    "\n",
    "nx.draw_networkx_edges(G, pos, \n",
    "                       edgelist=local_bridges, \n",
    "                       width=1, edge_color=\"pink\")\n",
    "\n",
    "# plt.axis(\"off\")\n",
    "plt.savefig('局部桥.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f8a0c231-ceeb-4b76-b2a6-c756f48c8dae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (6,6))\n",
    "\n",
    "nx.draw_networkx(G, pos,\n",
    "                 with_labels = False)\n",
    "\n",
    "nx.draw_networkx_edges(G, pos, \n",
    "                       edgelist=set(local_bridges) - set(bridges), \n",
    "                       width=1, edge_color=\"orange\")  \n",
    "\n",
    "nx.draw_networkx_nodes(G,\n",
    "                       pos=pos, \n",
    "                       nodelist = set(sum(list(set(local_bridges) - set(bridges)), ())),\n",
    "                       node_color = 'orange')\n",
    "\n",
    "# plt.axis(\"off\")\n",
    "plt.savefig('局部桥中不是桥的边.svg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
